Transformer-based artificial neural networks for the conversion between chemical notations

Abstract We developed a Transformer-based artificial neural approach to translate between SMILES and IUPAC chemical notations: Struct2IUPAC and IUPAC2Struct. The overall performance level of our model is comparable to the rule-based solutions. We proved that the accuracy and speed of computations as...

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Bibliographic Details
Main Authors: Lev Krasnov, Ivan Khokhlov, Maxim V. Fedorov, Sergey Sosnin
Format: Article
Language:English
Published: Nature Publishing Group 2021-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-94082-y